{"id":"W4388608164","doi":"10.57017/seritha.2023.dfe","title":"Digital Future in Education: Paradoxes, Hopes and Realities","year":2023,"lang":"en","type":"book","venue":"","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Future Earth","funders":"","keywords":"Political science; Engineering ethics; Epistemology; Sociology; Mathematics education; Psychology; Philosophy; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003737643,0.0003092955,0.0002324775,0.001451137,0.001781699,0.01023727,0.0007575791,0.002003514,0.005764202],"category_scores_gemma":[0.007281704,0.0001660043,0.0001820784,0.001938744,0.004670338,0.0128071,0.0036443,0.003252224,0.0006506878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003929873,"about_ca_system_score_gemma":0.001892233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004677239,"about_ca_topic_score_gemma":0.01164182,"domain_scores_codex":[0.9989203,0.0004586115,0.00003813558,0.0001390757,0.0003192005,0.0001246987],"domain_scores_gemma":[0.9971788,0.001611267,0.0002784999,0.0002215044,0.000365824,0.0003440986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003788545,0.00007175579,0.008983281,0.0001970555,0.00001465903,0.0001314993,0.002246373,0.003514808,0.0003152645,0.7075303,0.02534931,0.2516078],"study_design_scores_gemma":[0.00001249233,0.00006363248,0.00754308,0.0008349125,0.00001788999,0.0004660944,0.01056436,0.02840319,0.001092341,0.7397382,0.2111877,0.0000760863],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.1422816,0.03395092,0.05569924,0.4371,0.002005344,0.00004865017,0.0004780203,0.0003862063,0.3280501],"genre_scores_gemma":[0.9245347,0.01773865,0.01670224,0.008444115,0.0005895059,0.00004849037,0.0001709578,0.000082124,0.03168925],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01023727,"threshold_uncertainty_score":0.02851331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02202025180506611,"score_gpt":0.2673528271403535,"score_spread":0.2453325753352874,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}